SOTAVerified

Relation Extraction

Relation Extraction is the task of predicting attributes and relations for entities in a sentence. For example, given a sentence “Barack Obama was born in Honolulu, Hawaii.”, a relation classifier aims at predicting the relation of “bornInCity”. Relation Extraction is the key component for building relation knowledge graphs, and it is of crucial significance to natural language processing applications such as structured search, sentiment analysis, question answering, and summarization.

Source: Deep Residual Learning for Weakly-Supervised Relation Extraction

Papers

Showing 14511500 of 1977 papers

TitleStatusHype
Nested Named Entity Recognition Revisited0
NEUROSENT-PDI at SemEval-2018 Task 7: Discovering Textual Relations With a Neural Network Model0
NTNU at SemEval-2018 Task 7: Classifier Ensembling for Semantic Relation Identification and Classification in Scientific Papers0
Relational Summarization for Corpus Analysis0
A Neural Layered Model for Nested Named Entity RecognitionCode0
Anaphora Resolution for Improving Spatial Relation Extraction from Text0
SciREL at SemEval-2018 Task 7: A System for Semantic Relation Extraction and Classification0
SemEval-2018 Task 7: Semantic Relation Extraction and Classification in Scientific Papers0
SUNNYNLP at SemEval-2018 Task 10: A Support-Vector-Machine-Based Method for Detecting Semantic Difference using Taxonomy and Word Embedding FeaturesCode0
SystemT: Declarative Text Understanding for Enterprise0
TakeLab at SemEval-2018 Task 7: Combining Sparse and Dense Features for Relation Classification in Scientific Texts0
Texterra at SemEval-2018 Task 7: Exploiting Syntactic Information for Relation Extraction and Classification in Scientific Papers0
The UWNLP system at SemEval-2018 Task 7: Neural Relation Extraction Model with Selectively Incorporated Concept Embeddings0
UC3M-NII Team at SemEval-2018 Task 7: Semantic Relation Classification in Scientific Papers via Convolutional Neural Network0
UniMa at SemEval-2018 Task 7: Semantic Relation Extraction and Classification from Scientific Publications0
UWB at SemEval-2018 Task 10: Capturing Discriminative Attributes from Word Distributions0
Visually Guided Spatial Relation Extraction from Text0
Denoising Distant Supervision for Relation Extraction via Instance-Level Adversarial Training0
Convolutional neural networks for chemical-disease relation extraction are improved with character-based word embeddings0
DSGAN: Generative Adversarial Training for Distant Supervision Relation Extraction0
Robust Distant Supervision Relation Extraction via Deep Reinforcement LearningCode0
PDFdigest: an Adaptable Layout-Aware PDF-to-XML Textual Content Extractor for Scientific Articles0
Correction of OCR Word Segmentation Errors in Articles from the ACL Collection through Neural Machine Translation Methods0
T-REx: A Large Scale Alignment of Natural Language with Knowledge Base TriplesCode0
Transforming Wikipedia into a Large-Scale Fine-Grained Entity Type Corpus0
When ACE met KBP: End-to-End Evaluation of Knowledge Base Population with Component-level Annotation0
M-CNER: A Corpus for Chinese Named Entity Recognition in Multi-Domains0
MIsA: Multilingual ``IsA'' Extraction from Corpora0
Mining Biomedical Publications With The LAPPS Grid0
Constructing a Lexicon of Relational Nouns0
Revisiting Distant Supervision for Relation Extraction0
QUEST: A Natural Language Interface to Relational Databases0
Disambiguation of Verbal ShiftersCode0
Tel(s)-Telle(s)-Signs: Highly Accurate Automatic Crosslingual Hypernym Discovery0
Framing Named Entity Linking Error TypesCode0
Incorporating Global Contexts into Sentence Embedding for Relational Extraction at the Paragraph Level with Distant Supervision0
Chinese Relation Classification using Long Short Term Memory Networks0
Semantic Equivalence Detection: Are Interrogatives Harder than Declaratives?0
Joint Bootstrapping Machines for High Confidence Relation ExtractionCode0
A Dataset for Inter-Sentence Relation Extraction using Distant Supervision0
Introducing a Lexicon of Verbal Polarity Shifters for EnglishCode0
BomJi at SemEval-2018 Task 10: Combining Vector-, Pattern- and Graph-based Information to Identify Discriminative Attributes0
Ensemble Neural Relation Extraction with Adaptive Boosting0
Semi-Supervised Learning with Declaratively Specified Entropy Constraints0
SIRIUS-LTG-UiO at SemEval-2018 Task 7: Convolutional Neural Networks with Shortest Dependency Paths for Semantic Relation Extraction and Classification in Scientific Papers0
Reduce, Reuse, Recycle: New uses for old QA resources0
LightRel SemEval-2018 Task 7: Lightweight and Fast Relation Classification0
Sentences with Gapping: Parsing and Reconstructing Elided PredicatesCode0
Exploiting Partially Annotated Data for Temporal Relation Extraction0
Improving Temporal Relation Extraction with a Globally Acquired Statistical Resource0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DREEAMF167.53Unverified
2KD-Rb-lF167.28Unverified
3SSAN-RoBERTa-large+AdaptationF165.92Unverified
4SAIS-RoBERTa-largeF165.11Unverified
5Eider-RoBERTa-largeF164.79Unverified
6DocuNet-RoBERTa-largeF164.55Unverified
7CGM2IR-RoBERTalargeF163.89Unverified
8SETE-Roberta-largeF163.74Unverified
9ATLOP-RoBERTa-largeF163.4Unverified
10DRE-MIR-BERTbaseF163.15Unverified
#ModelMetricClaimedVerifiedStatus
1RAG4REF186.6Unverified
2DeepStruct multi-task w/ finetuneF176.8Unverified
3UNiST (LARGE)F175.5Unverified
4RE-MCF175.4Unverified
5GenPT (T5)F175.3Unverified
6RECENT+SpanBERTF175.2Unverified
7SuRE (PEGASUS-large)F175.1Unverified
8EXOBRAINF175Unverified
9Relation ReductionF174.8Unverified
10RoBERTa-large-typed-markerF174.6Unverified
#ModelMetricClaimedVerifiedStatus
1SPF191.9Unverified
2RIFREF191.3Unverified
3REDNF191Unverified
4SPOTF190.6Unverified
5KLGF190.5Unverified
6RELAF190.4Unverified
7Skeleton-Aware BERTF190.36Unverified
8KnowPromptF190.3Unverified
9LUKEF190.3Unverified
10EPGNNF190.2Unverified
#ModelMetricClaimedVerifiedStatus
1Span-levelNER Micro F185.98Unverified
2Dual Pointer Network(multi-head)Relation classification F180.8Unverified
3Dual Pointer NetworkRelation classification F180.5Unverified
4PL-MarkerRE Micro F173Unverified
5ASP+T5-3BRE Micro F172.7Unverified
6GoLLIERE Micro F170.1Unverified
7Ours: cross-sentence ALBRE Micro F169.4Unverified
8MGERE+ Micro F168.2Unverified
9HySPA (ours) w/ RoBERTaRelation F168.2Unverified
10RNN+CNNRelation classification F167.7Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeRE+ Micro F178.1Unverified
2REBELRE+ Macro F1 76.65Unverified
3ASP+T0-3BRE+ Micro F176.3Unverified
4Table-SequenceRE+ Macro F1 75.4Unverified
5SpERTRE+ Macro F1 72.87Unverified
6DeeperRE+ Macro F1 72.63Unverified
7TANLRE+ Micro F172.6Unverified
8TablERTRE+ Micro F172.6Unverified
9TriMFRE+ Micro F172.35Unverified
10Multi-turn QARE+ Micro F168.9Unverified
#ModelMetricClaimedVerifiedStatus
1PFN (ALBERT XXL, average aggregation)RE+ Macro F183.9Unverified
2DeeperRE+ Macro F183.74Unverified
3PFN (ALBERT XXL, no aggregation)RE+ Macro F183.2Unverified
4SpERT.PL (without overlap and BioBERT)RE+ Macro F182.39Unverified
5REBEL (including overlapping entities)RE+ Macro F182.2Unverified
6SpERT.PL (with overlap and BioBERT)RE+ Macro F182.03Unverified
7CMANRE+ Macro F181.14Unverified
8Table-SequenceRE+ Macro F180.1Unverified
9CLDR + CLNERRE+ Macro F179.97Unverified
10SpERT (without overlap)RE+ Macro F179.24Unverified
#ModelMetricClaimedVerifiedStatus
1UniRelF194.7Unverified
2PFNF193.6Unverified
3SPNF193.4Unverified
4TDEERF193.1Unverified
5RIFREF192.6Unverified
6TPLinkerF191.9Unverified
7HBT (CasRel)F191.8Unverified
8RIN (BERT, K=2)F190.1Unverified
9CGT(UniLM)F183.4Unverified